Dataset Network profiling

Dataset statistics

Number of variables	21
Number of observations	38688
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.5 MiB
Average record size in memory	176.0 B

Variable types

Numeric	17
Categorical	4

Alerts

`destination_bytes` is highly overall correlated with `dst_host_count` and 3 other fields	High correlation
`destination_port_number` is highly overall correlated with `freq_flag` and 1 other fields	High correlation
`dst_host_count` is highly overall correlated with `destination_bytes` and 2 other fields	High correlation
`dst_host_serror_rate` is highly overall correlated with `dst_host_srv_serror_rate`	High correlation
`dst_host_srv_count` is highly overall correlated with `destination_bytes` and 3 other fields	High correlation
`dst_host_srv_serror_rate` is highly overall correlated with `dst_host_serror_rate`	High correlation
`duration` is highly overall correlated with `source_bytes`	High correlation
`freq_ashula` is highly overall correlated with `freq_protocol`	High correlation
`freq_flag` is highly overall correlated with `destination_bytes` and 6 other fields	High correlation
`freq_protocol` is highly overall correlated with `freq_ashula` and 1 other fields	High correlation
`freq_service` is highly overall correlated with `label`	High correlation
`label` is highly overall correlated with `dst_host_srv_count` and 2 other fields	High correlation
`source_bytes` is highly overall correlated with `destination_bytes` and 1 other fields	High correlation
`source_port_number` is highly overall correlated with `destination_port_number` and 1 other fields	High correlation
`same_srv_rate` is highly imbalanced (75.3%)	Imbalance
`serror_rate` is highly imbalanced (95.2%)	Imbalance
`label` is highly imbalanced (60.9%)	Imbalance
`duration` is highly skewed (γ1 = 196.2333222)	Skewed
`source_bytes` is highly skewed (γ1 = 91.80270457)	Skewed
`destination_bytes` is highly skewed (γ1 = 73.0083238)	Skewed
`duration` has 11548 (29.8%) zeros	Zeros
`source_bytes` has 17698 (45.7%) zeros	Zeros
`destination_bytes` has 29413 (76.0%) zeros	Zeros
`count` has 33384 (86.3%) zeros	Zeros
`srv_serror_rate` has 27476 (71.0%) zeros	Zeros
`dst_host_count` has 27648 (71.5%) zeros	Zeros
`dst_host_srv_count` has 22340 (57.7%) zeros	Zeros
`dst_host_same_src_port_rate` has 35478 (91.7%) zeros	Zeros
`dst_host_serror_rate` has 37342 (96.5%) zeros	Zeros
`dst_host_srv_serror_rate` has 36220 (93.6%) zeros	Zeros
`destination_port_number` has 14104 (36.5%) zeros	Zeros

Reproduction

Analysis started	2024-07-16 03:01:15.385526
Analysis finished	2024-07-16 03:02:03.738790
Duration	48.35 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

duration
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	22329
Distinct (%)	57.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3910058

Minimum	0
Maximum	86364.574
Zeros	11548
Zeros (%)	29.8%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.0502585
Q3	2.5664872
95-th percentile	12.507459
Maximum	86364.574
Range	86364.574
Interquartile range (IQR)	2.5664872

Descriptive statistics

Standard deviation	439.40573
Coefficient of variation (CV)	68.753768
Kurtosis	38567.335
Mean	6.3910058
Median Absolute Deviation (MAD)	2.04624
Skewness	196.23332
Sum	247255.23
Variance	193077.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11548	29.8%
0.000153	13	< 0.1%
0.000149	12	< 0.1%
2.250014	12	< 0.1%
2.266504	12	< 0.1%
0.000151	12	< 0.1%
0.00015	11	< 0.1%
2.4 × 10^-5	11	< 0.1%
2.299984	11	< 0.1%
0.000148	11	< 0.1%
Other values (22319)	27035	69.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11548	29.8%
4 × 10^-6	1	< 0.1%
6 × 10^-6	2	< 0.1%
7 × 10^-6	5	< 0.1%
8 × 10^-6	3	< 0.1%
9 × 10^-6	3	< 0.1%
1 × 10^-5	1	< 0.1%
1.1 × 10^-5	4	< 0.1%
1.2 × 10^-5	2	< 0.1%
1.3 × 10^-5	5	< 0.1%

Value	Count	Frequency (%)
86364.57392	1	< 0.1%
584.893654	1	< 0.1%
584.860786	1	< 0.1%
584.823412	1	< 0.1%
524.387331	1	< 0.1%
481.374873	1	< 0.1%
448.400995	1	< 0.1%
427.426069	1	< 0.1%
422.250216	1	< 0.1%
400.295262	1	< 0.1%

source_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1131
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	233.77502

Minimum	0
Maximum	240680
Zeros	17698
Zeros (%)	45.7%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	64
Q3	66
95-th percentile	1057
Maximum	240680
Range	240680
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	1622.8525
Coefficient of variation (CV)	6.9419413
Kurtosis	12678.992
Mean	233.77502
Median Absolute Deviation (MAD)	64
Skewness	91.802705
Sum	9044288
Variance	2633650.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17698	45.7%
66	11151	28.8%
412	2037	5.3%
404	1815	4.7%
1057	855	2.2%
4	422	1.1%
6	353	0.9%
48	269	0.7%
31	216	0.6%
150	163	0.4%
Other values (1121)	3709	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17698	45.7%
1	2	< 0.1%
4	422	1.1%
6	353	0.9%
7	56	0.1%
8	23	0.1%
10	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
18	8	< 0.1%

Value	Count	Frequency (%)
240680	1	< 0.1%
58391	1	< 0.1%
57856	1	< 0.1%
57344	1	< 0.1%
55906	1	< 0.1%
52515	1	< 0.1%
43344	1	< 0.1%
34487	1	< 0.1%
27131	1	< 0.1%
27099	1	< 0.1%

destination_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	236
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217.92377

Minimum	0
Maximum	912771
Zeros	29413
Zeros (%)	76.0%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	244
Maximum	912771
Range	912771
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7214.1393
Coefficient of variation (CV)	33.103957
Kurtosis	7410.5274
Mean	217.92377
Median Absolute Deviation (MAD)	0
Skewness	73.008324
Sum	8431035
Variance	52043806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29413	76.0%
164	1617	4.2%
113	1120	2.9%
152	1051	2.7%
735	853	2.2%
175	643	1.7%
66	438	1.1%
57	368	1.0%
244	363	0.9%
48	358	0.9%
Other values (226)	2464	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29413	76.0%
4	58	0.1%
8	1	< 0.1%
9	4	< 0.1%
17	10	< 0.1%
21	2	< 0.1%
22	7	< 0.1%
23	21	0.1%
24	19	< 0.1%
25	13	< 0.1%

Value	Count	Frequency (%)
912771	1	< 0.1%
366716	1	< 0.1%
327077	1	< 0.1%
317797	1	< 0.1%
316965	1	< 0.1%
278518	1	< 0.1%
276358	1	< 0.1%
254513	1	< 0.1%
235628	1	< 0.1%
222359	1	< 0.1%

count
Real number (ℝ)

ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.25180935

Minimum	0
Maximum	17
Zeros	33384
Zeros (%)	86.3%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.85239166
Coefficient of variation (CV)	3.3850676
Kurtosis	68.379584
Mean	0.25180935
Median Absolute Deviation (MAD)	0
Skewness	6.4756078
Sum	9742
Variance	0.72657154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	33384	86.3%
1	3191	8.2%
2	1007	2.6%
3	617	1.6%
4	246	0.6%
5	100	0.3%
6	62	0.2%
7	14	< 0.1%
9	13	< 0.1%
8	12	< 0.1%
Other values (8)	42	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33384	86.3%
1	3191	8.2%
2	1007	2.6%
3	617	1.6%
4	246	0.6%
5	100	0.3%
6	62	0.2%
7	14	< 0.1%
8	12	< 0.1%
9	13	< 0.1%

Value	Count	Frequency (%)
17	3	< 0.1%
16	2	< 0.1%
15	3	< 0.1%
14	4	< 0.1%
13	5	< 0.1%
12	6	< 0.1%
11	8	< 0.1%
10	11	< 0.1%
9	13	< 0.1%
8	12	< 0.1%

same_srv_rate
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.5 MiB

0.0	33500
1.0	5172
0.5	13
0.67	2
0.75	1

Length

Max length	4
Median length	3
Mean length	3.0000775
Min length	3

Characters and Unicode

Total characters	116067
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	33500	86.6%
1.0	5172	13.4%
0.5	13	< 0.1%
0.67	2	< 0.1%
0.75	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	33500	86.6%
1.0	5172	13.4%
0.5	13	< 0.1%
0.67	2	< 0.1%
0.75	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	72188	62.2%
.	38688	33.3%
1	5172	4.5%
5	14	< 0.1%
7	3	< 0.1%
6	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	116067	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	72188	62.2%
.	38688	33.3%
1	5172	4.5%
5	14	< 0.1%
7	3	< 0.1%
6	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	116067	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	72188	62.2%
.	38688	33.3%
1	5172	4.5%
5	14	< 0.1%
7	3	< 0.1%
6	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	116067	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	72188	62.2%
.	38688	33.3%
1	5172	4.5%
5	14	< 0.1%
7	3	< 0.1%
6	2	< 0.1%

serror_rate
Categorical

IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.5 MiB

0.0	38222
1.0	455
0.5	9
0.33	2

Length

Max length	4
Median length	3
Mean length	3.0000517
Min length	3

Characters and Unicode

Total characters	116066
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	38222	98.8%
1.0	455	1.2%
0.5	9	< 0.1%
0.33	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	38222	98.8%
1.0	455	1.2%
0.5	9	< 0.1%
0.33	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	76910	66.3%
.	38688	33.3%
1	455	0.4%
5	9	< 0.1%
3	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	116066	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	76910	66.3%
.	38688	33.3%
1	455	0.4%
5	9	< 0.1%
3	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	116066	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	76910	66.3%
.	38688	33.3%
1	455	0.4%
5	9	< 0.1%
3	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	116066	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	76910	66.3%
.	38688	33.3%
1	455	0.4%
5	9	< 0.1%
3	4	< 0.1%

srv_serror_rate
Real number (ℝ)

ZEROS

Distinct	78
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22394515

Minimum	0
Maximum	1
Zeros	27476
Zeros (%)	71.0%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.33
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.38601897
Coefficient of variation (CV)	1.7237211
Kurtosis	-0.059061155
Mean	0.22394515
Median Absolute Deviation (MAD)	0
Skewness	1.3229399
Sum	8663.99
Variance	0.14901065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27476	71.0%
1	5173	13.4%
0.5	1379	3.6%
0.33	815	2.1%
0.25	474	1.2%
0.99	445	1.2%
0.2	270	0.7%
0.98	254	0.7%
0.67	235	0.6%
0.96	215	0.6%
Other values (68)	1952	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27476	71.0%
0.01	22	0.1%
0.05	2	< 0.1%
0.06	2	< 0.1%
0.07	7	< 0.1%
0.08	12	< 0.1%
0.09	11	< 0.1%
0.1	12	< 0.1%
0.11	22	0.1%
0.12	51	0.1%

Value	Count	Frequency (%)
1	5173	13.4%
0.99	445	1.2%
0.98	254	0.7%
0.97	189	0.5%
0.96	215	0.6%
0.95	131	0.3%
0.94	110	0.3%
0.93	87	0.2%
0.92	74	0.2%
0.91	67	0.2%

dst_host_count
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.577543

Minimum	0
Maximum	100
Zeros	27648
Zeros (%)	71.5%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	86
Maximum	100
Range	100
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	26.35099
Coefficient of variation (CV)	2.2760433
Kurtosis	3.7036669
Mean	11.577543
Median Absolute Deviation (MAD)	0
Skewness	2.2652358
Sum	447912
Variance	694.37468
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27648	71.5%
1	1162	3.0%
2	686	1.8%
100	425	1.1%
3	425	1.1%
4	347	0.9%
16	274	0.7%
94	273	0.7%
5	272	0.7%
6	220	0.6%
Other values (91)	6956	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27648	71.5%
1	1162	3.0%
2	686	1.8%
3	425	1.1%
4	347	0.9%
5	272	0.7%
6	220	0.6%
7	183	0.5%
8	162	0.4%
9	133	0.3%

Value	Count	Frequency (%)
100	425	1.1%
99	9	< 0.1%
98	78	0.2%
97	97	0.3%
96	38	0.1%
95	41	0.1%
94	273	0.7%
93	161	0.4%
92	119	0.3%
91	137	0.4%

dst_host_srv_count
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.409843

Minimum	0
Maximum	100
Zeros	22340
Zeros (%)	57.7%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	23
95-th percentile	93
Maximum	100
Range	100
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	33.859126
Coefficient of variation (CV)	1.7444307
Kurtosis	0.25422191
Mean	19.409843
Median Absolute Deviation (MAD)	0
Skewness	1.4132313
Sum	750928
Variance	1146.4404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22340	57.7%
1	3988	10.3%
100	927	2.4%
2	569	1.5%
83	407	1.1%
86	385	1.0%
88	354	0.9%
87	326	0.8%
85	315	0.8%
89	300	0.8%
Other values (91)	8777	22.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22340	57.7%
1	3988	10.3%
2	569	1.5%
3	204	0.5%
4	137	0.4%
5	129	0.3%
6	113	0.3%
7	111	0.3%
8	96	0.2%
9	105	0.3%

Value	Count	Frequency (%)
100	927	2.4%
99	69	0.2%
98	138	0.4%
97	213	0.6%
96	123	0.3%
95	67	0.2%
94	295	0.8%
93	219	0.6%
92	169	0.4%
91	212	0.5%

dst_host_same_src_port_rate
Real number (ℝ)

ZEROS

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.049109801

Minimum	0
Maximum	1
Zeros	35478
Zeros (%)	91.7%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.25
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.21165457
Coefficient of variation (CV)	4.3098233
Kurtosis	15.988024
Mean	0.049109801
Median Absolute Deviation (MAD)	0
Skewness	4.2253338
Sum	1899.96
Variance	0.044797657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	35478	91.7%
1	1798	4.6%
0.01	536	1.4%
0.02	378	1.0%
0.03	93	0.2%
0.33	41	0.1%
0.2	40	0.1%
0.25	37	0.1%
0.5	32	0.1%
0.05	28	0.1%
Other values (31)	227	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35478	91.7%
0.01	536	1.4%
0.02	378	1.0%
0.03	93	0.2%
0.04	28	0.1%
0.05	28	0.1%
0.06	19	< 0.1%
0.07	12	< 0.1%
0.08	15	< 0.1%
0.09	11	< 0.1%

Value	Count	Frequency (%)
1	1798	4.6%
0.8	1	< 0.1%
0.75	1	< 0.1%
0.67	8	< 0.1%
0.5	32	0.1%
0.46	1	< 0.1%
0.44	1	< 0.1%
0.42	1	< 0.1%
0.4	15	< 0.1%
0.39	1	< 0.1%

dst_host_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.034356131

Minimum	0
Maximum	1
Zeros	37342
Zeros (%)	96.5%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.18147467
Coefficient of variation (CV)	5.2821626
Kurtosis	24.160841
Mean	0.034356131
Median Absolute Deviation (MAD)	0
Skewness	5.1096062
Sum	1329.17
Variance	0.032933057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	37342	96.5%
1	1305	3.4%
0.67	4	< 0.1%
0.62	3	< 0.1%
0.5	3	< 0.1%
0.61	3	< 0.1%
0.6	3	< 0.1%
0.59	3	< 0.1%
0.71	2	< 0.1%
0.75	2	< 0.1%
Other values (15)	18	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37342	96.5%
0.25	1	< 0.1%
0.33	1	< 0.1%
0.4	1	< 0.1%
0.43	1	< 0.1%
0.44	1	< 0.1%
0.5	3	< 0.1%
0.53	1	< 0.1%
0.54	1	< 0.1%
0.55	1	< 0.1%

Value	Count	Frequency (%)
1	1305	3.4%
0.8	1	< 0.1%
0.75	2	< 0.1%
0.73	1	< 0.1%
0.71	2	< 0.1%
0.7	1	< 0.1%
0.69	1	< 0.1%
0.67	4	< 0.1%
0.62	3	< 0.1%
0.61	3	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.063154983

Minimum	0
Maximum	1
Zeros	36220
Zeros (%)	93.6%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.24237129
Coefficient of variation (CV)	3.8377224
Kurtosis	10.842309
Mean	0.063154983
Median Absolute Deviation (MAD)	0
Skewness	3.5820694
Sum	2443.34
Variance	0.058743844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	36220	93.6%
1	2188	5.7%
0.96	57	0.1%
0.99	32	0.1%
0.98	32	0.1%
0.91	28	0.1%
0.97	23	0.1%
0.87	17	< 0.1%
0.9	14	< 0.1%
0.92	12	< 0.1%
Other values (13)	65	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36220	93.6%
0.14	2	< 0.1%
0.17	2	< 0.1%
0.2	2	< 0.1%
0.25	2	< 0.1%
0.33	3	< 0.1%
0.5	1	< 0.1%
0.67	1	< 0.1%
0.75	1	< 0.1%
0.87	17	< 0.1%

Value	Count	Frequency (%)
1	2188	5.7%
0.99	32	0.1%
0.98	32	0.1%
0.97	23	0.1%
0.96	57	0.1%
0.95	12	< 0.1%
0.94	10	< 0.1%
0.93	10	< 0.1%
0.92	12	< 0.1%
0.91	28	0.1%

label
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

1	35712
0	2976

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38688
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	35712	92.3%
0	2976	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	35712	92.3%
0	2976	7.7%

Most occurring characters

Value	Count	Frequency (%)
1	35712	92.3%
0	2976	7.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	38688	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	35712	92.3%
0	2976	7.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	38688	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	35712	92.3%
0	2976	7.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	38688	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	35712	92.3%
0	2976	7.7%

source_ip_address
Real number (ℝ)

Distinct	2057
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2322457 × 10⁹

Minimum	3.2322355 × 10⁹
Maximum	3.232301 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	3.2322355 × 10⁹
5-th percentile	3.2322358 × 10⁹
Q1	3.2322389 × 10⁹
median	3.2322435 × 10⁹
Q3	3.2322499 × 10⁹
95-th percentile	3.2322619 × 10⁹
Maximum	3.232301 × 10⁹
Range	65518
Interquartile range (IQR)	10990

Descriptive statistics

Standard deviation	8282.0032
Coefficient of variation (CV)	2.5623062 × 10^-6
Kurtosis	0.48782402
Mean	3.2322457 × 10⁹
Median Absolute Deviation (MAD)	5668
Skewness	0.87700872
Sum	1.2504912 × 10¹⁴
Variance	68591576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3232241425	1341	3.5%
3232260483	1015	2.6%
3232249861	890	2.3%
3232249687	597	1.5%
3232238272	576	1.5%
3232255202	536	1.4%
3232236802	531	1.4%
3232239542	467	1.2%
3232235749	450	1.2%
3232244967	441	1.1%
Other values (2047)	31844	82.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3232235530	1	< 0.1%
3232235532	90	0.2%
3232235537	3	< 0.1%
3232235539	1	< 0.1%
3232235541	6	< 0.1%
3232235542	1	< 0.1%
3232235543	1	< 0.1%
3232235546	4	< 0.1%
3232235550	1	< 0.1%
3232235564	9	< 0.1%

Value	Count	Frequency (%)
3232301048	1	< 0.1%
3232300958	15	< 0.1%
3232268268	2	< 0.1%
3232268219	5	< 0.1%
3232268156	3	< 0.1%
3232268128	1	< 0.1%
3232268120	4	< 0.1%
3232268116	1	< 0.1%
3232268060	1	< 0.1%
3232267995	9	< 0.1%

source_port_number
Real number (ℝ)

HIGH CORRELATION

Distinct	6836
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7270.2025

Minimum	0
Maximum	65415
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	8
median	1525
Q3	4023
95-th percentile	49419.45
Maximum	65415
Range	65415
Interquartile range (IQR)	4015

Descriptive statistics

Standard deviation	15057.935
Coefficient of variation (CV)	2.0711852
Kurtosis	4.7378978
Mean	7270.2025
Median Absolute Deviation (MAD)	1517
Skewness	2.4462427
Sum	2.8126959 × 10⁸
Variance	2.2674142 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	14095	36.4%
3	564	1.5%
123	473	1.2%
445	314	0.8%
137	293	0.8%
1025	256	0.7%
32776	195	0.5%
33768	187	0.5%
32788	179	0.5%
1440	176	0.5%
Other values (6826)	21956	56.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
3	564	1.5%
5	2	< 0.1%
8	14095	36.4%
11	9	< 0.1%
50	4	< 0.1%
123	473	1.2%
137	293	0.8%
138	59	0.2%
139	160	0.4%

Value	Count	Frequency (%)
65415	1	< 0.1%
65401	1	< 0.1%
65253	3	< 0.1%
64991	1	< 0.1%
64929	1	< 0.1%
64907	3	< 0.1%
64901	1	< 0.1%
64765	3	< 0.1%
64672	3	< 0.1%
64644	1	< 0.1%

destination_ip_address
Real number (ℝ)

Distinct	549
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2322443 × 10⁹

Minimum	3.2322355 × 10⁹
Maximum	3.2322682 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	3.2322355 × 10⁹
5-th percentile	3.2322363 × 10⁹
Q1	3.2322394 × 10⁹
median	3.232241 × 10⁹
Q3	3.2322488 × 10⁹
95-th percentile	3.2322626 × 10⁹
Maximum	3.2322682 × 10⁹
Range	32656
Interquartile range (IQR)	9411

Descriptive statistics

Standard deviation	8133.4657
Coefficient of variation (CV)	2.5163524 × 10^-6
Kurtosis	0.57167122
Mean	3.2322443 × 10⁹
Median Absolute Deviation (MAD)	3895
Skewness	1.2242637
Sum	1.2504907 × 10¹⁴
Variance	66153264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3232239387	2927	7.6%
3232239423	2611	6.7%
3232236490	2134	5.5%
3232241530	1611	4.2%
3232241031	1160	3.0%
3232239612	577	1.5%
3232241008	395	1.0%
3232239518	327	0.8%
3232235627	317	0.8%
3232236476	243	0.6%
Other values (539)	26386	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3232235529	2	< 0.1%
3232235532	1	< 0.1%
3232235539	1	< 0.1%
3232235546	1	< 0.1%
3232235550	1	< 0.1%
3232235564	147	0.4%
3232235580	97	0.3%
3232235589	10	< 0.1%
3232235591	1	< 0.1%
3232235602	2	< 0.1%

Value	Count	Frequency (%)
3232268185	6	< 0.1%
3232268105	1	< 0.1%
3232268064	78	0.2%
3232268013	78	0.2%
3232267793	7	< 0.1%
3232267775	2	< 0.1%
3232267668	83	0.2%
3232267491	1	< 0.1%
3232267291	85	0.2%
3232267126	101	0.3%

destination_port_number
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	220
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1422.4205

Minimum	0
Maximum	65258
Zeros	14104
Zeros (%)	36.5%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	123
Q3	1433
95-th percentile	3389
Maximum	65258
Range	65258
Interquartile range (IQR)	1433

Descriptive statistics

Standard deviation	5541.4879
Coefficient of variation (CV)	3.8958156
Kurtosis	78.077007
Mean	1422.4205
Median Absolute Deviation (MAD)	123
Skewness	8.3698961
Sum	55030603
Variance	30708088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14104	36.5%
139	5967	15.4%
2967	3117	8.1%
25	2940	7.6%
1434	2933	7.6%
1433	2034	5.3%
22	785	2.0%
445	664	1.7%
80	581	1.5%
137	568	1.5%
Other values (210)	4995	12.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14104	36.5%
1	55	0.1%
3	420	1.1%
8	1	< 0.1%
10	56	0.1%
13	33	0.1%
21	9	< 0.1%
22	785	2.0%
25	2940	7.6%
53	17	< 0.1%

Value	Count	Frequency (%)
65258	1	< 0.1%
65120	1	< 0.1%
64936	1	< 0.1%
64450	1	< 0.1%
63324	4	< 0.1%
60502	12	< 0.1%
59879	144	0.4%
58975	12	< 0.1%
58182	1	< 0.1%
57610	1	< 0.1%

freq_service
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34455.611

Minimum	1
Maximum	37331
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2372
Q1	37331
median	37331
Q3	37331
95-th percentile	37331
Maximum	37331
Range	37330
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9677.757
Coefficient of variation (CV)	0.28087608
Kurtosis	7.4394538
Mean	34455.611
Median Absolute Deviation (MAD)	0
Skewness	-3.0709287
Sum	1.3330187 × 10⁹
Variance	93658980
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
37331	35548	91.9%
2372	2372	6.1%
577	572	1.5%
135	135	0.3%
30	30	0.1%
27	27	0.1%
3	3	< 0.1%
1	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	3	< 0.1%
27	27	0.1%
30	30	0.1%
135	135	0.3%
577	572	1.5%
2372	2372	6.1%
37331	35548	91.9%

Value	Count	Frequency (%)
37331	35548	91.9%
2372	2372	6.1%
577	572	1.5%
135	135	0.3%
30	30	0.1%
27	27	0.1%
3	3	< 0.1%
1	1	< 0.1%

freq_flag
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11464.603

Minimum	1
Maximum	16682
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2040
Q1	5643
median	12040
Q3	16682
95-th percentile	16682
Maximum	16682
Range	16681
Interquartile range (IQR)	11039

Descriptive statistics

Standard deviation	5349.5257
Coefficient of variation (CV)	0.46661238
Kurtosis	-1.1046006
Mean	11464.603
Median Absolute Deviation (MAD)	4642
Skewness	-0.5798468
Sum	4.4354256 × 10⁸
Variance	28617425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
16682	15441	39.9%
12040	11518	29.8%
5643	5643	14.6%
3342	3332	8.6%
2040	2040	5.3%
306	294	0.8%
172	172	0.4%
109	107	0.3%
76	75	0.2%
32	32	0.1%
Other values (3)	34	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
15	15	< 0.1%
18	18	< 0.1%
32	32	0.1%
76	75	0.2%
109	107	0.3%
172	172	0.4%
306	294	0.8%
2040	2040	5.3%
3342	3332	8.6%

Value	Count	Frequency (%)
16682	15441	39.9%
12040	11518	29.8%
5643	5643	14.6%
3342	3332	8.6%
2040	2040	5.3%
306	294	0.8%
172	172	0.4%
109	107	0.3%
76	75	0.2%
32	32	0.1%

freq_ashula
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34559.706

Minimum	1
Maximum	37348
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	604.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2941
Q1	37348
median	37348
Q3	37348
95-th percentile	37348
Maximum	37348
Range	37347
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9416.3775
Coefficient of variation (CV)	0.27246694
Kurtosis	7.5093523
Mean	34559.706
Median Absolute Deviation (MAD)	0
Skewness	-3.082653
Sum	1.3370459 × 10⁹
Variance	88668164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
37348	35568	91.9%
2941	2933	7.6%
161	161	0.4%
19	19	< 0.1%
4	4	< 0.1%
2	2	< 0.1%
1	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	< 0.1%
4	4	< 0.1%
19	19	< 0.1%
161	161	0.4%
2941	2933	7.6%
37348	35568	91.9%

Value	Count	Frequency (%)
37348	35568	91.9%
2941	2933	7.6%
161	161	0.4%
19	19	< 0.1%
4	4	< 0.1%
2	2	< 0.1%
1	1	< 0.1%

freq_protocol
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

19107	18750
15847	14669
5683	5269

Length

Max length	5
Median length	5
Mean length	4.8638079
Min length	4

Characters and Unicode

Total characters	188171
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5683
2nd row	5683
3rd row	5683
4th row	5683
5th row	19107

Common Values

Value	Count	Frequency (%)
19107	18750	48.5%
15847	14669	37.9%
5683	5269	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
19107	18750	48.5%
15847	14669	37.9%
5683	5269	13.6%

Most occurring characters

Value	Count	Frequency (%)
1	52169	27.7%
7	33419	17.8%
5	19938	10.6%
8	19938	10.6%
9	18750	10.0%
0	18750	10.0%
4	14669	7.8%
6	5269	2.8%
3	5269	2.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	188171	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	52169	27.7%
7	33419	17.8%
5	19938	10.6%
8	19938	10.6%
9	18750	10.0%
0	18750	10.0%
4	14669	7.8%
6	5269	2.8%
3	5269	2.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	188171	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	52169	27.7%
7	33419	17.8%
5	19938	10.6%
8	19938	10.6%
9	18750	10.0%
0	18750	10.0%
4	14669	7.8%
6	5269	2.8%
3	5269	2.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	188171	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	52169	27.7%
7	33419	17.8%
5	19938	10.6%
8	19938	10.6%
9	18750	10.0%
0	18750	10.0%
4	14669	7.8%
6	5269	2.8%
3	5269	2.8%

Auto

Heatmap
Table

	count	destination_bytes	destination_ip_address	destination_port_number	dst_host_count	dst_host_same_src_port_rate	dst_host_serror_rate	dst_host_srv_count	dst_host_srv_serror_rate	duration	freq_ashula	freq_flag	freq_protocol	freq_service	label	same_srv_rate	serror_rate	source_bytes	source_ip_address	source_port_number	srv_serror_rate
count	1.000	0.304	-0.166	0.180	0.481	0.204	-0.023	0.402	-0.047	-0.077	0.095	-0.429	0.159	-0.048	0.035	0.307	0.045	0.117	-0.063	0.300	-0.055
destination_bytes	0.304	1.000	-0.342	0.050	0.604	-0.071	-0.105	0.615	-0.145	0.404	0.114	-0.565	0.015	-0.416	0.015	0.000	0.000	0.692	-0.009	0.259	-0.214
destination_ip_address	-0.166	-0.342	1.000	-0.038	-0.305	-0.080	-0.140	-0.320	-0.084	-0.112	-0.081	0.284	0.244	0.196	0.381	0.119	0.022	-0.205	0.054	-0.170	0.074
destination_port_number	0.180	0.050	-0.038	1.000	0.269	0.180	0.160	0.176	0.240	-0.161	-0.320	-0.618	0.129	0.050	0.055	0.015	0.021	-0.387	0.003	0.730	0.301
dst_host_count	0.481	0.604	-0.305	0.269	1.000	0.456	0.268	0.828	0.128	0.210	0.151	-0.643	0.317	-0.127	0.131	0.222	0.024	0.365	-0.078	0.411	-0.162
dst_host_same_src_port_rate	0.204	-0.071	-0.080	0.180	0.456	1.000	0.486	0.372	0.332	-0.190	0.089	-0.262	0.196	-0.002	0.106	0.040	0.067	-0.160	-0.055	0.193	-0.023
dst_host_serror_rate	-0.023	-0.105	-0.140	0.160	0.268	0.486	1.000	0.238	0.724	-0.095	0.056	-0.037	0.143	-0.076	0.053	0.000	0.087	-0.105	-0.093	0.125	0.020
dst_host_srv_count	0.402	0.615	-0.320	0.176	0.828	0.372	0.238	1.000	0.247	0.241	0.101	-0.616	0.403	-0.322	0.530	0.201	0.062	0.375	-0.076	0.354	-0.240
dst_host_srv_serror_rate	-0.047	-0.145	-0.084	0.240	0.128	0.332	0.724	0.247	1.000	-0.194	-0.254	-0.050	0.281	-0.023	0.074	0.026	0.076	-0.197	-0.081	0.135	0.006
duration	-0.077	0.404	-0.112	-0.161	0.210	-0.190	-0.095	0.241	-0.194	1.000	0.328	-0.122	0.011	-0.270	0.000	0.000	0.000	0.607	-0.009	-0.022	-0.131
freq_ashula	0.095	0.114	-0.081	-0.320	0.151	0.089	0.056	0.101	-0.254	0.328	1.000	0.068	0.694	-0.088	0.085	0.095	0.023	0.243	-0.002	-0.071	0.091
freq_flag	-0.429	-0.565	0.284	-0.618	-0.643	-0.262	-0.037	-0.616	-0.050	-0.122	0.068	1.000	0.751	0.348	0.775	0.288	0.091	-0.076	0.020	-0.769	-0.040
freq_protocol	0.159	0.015	0.244	0.129	0.317	0.196	0.143	0.403	0.281	0.011	0.694	0.751	1.000	0.235	0.261	0.221	0.166	0.014	0.059	0.275	0.196
freq_service	-0.048	-0.416	0.196	0.050	-0.127	-0.002	-0.076	-0.322	-0.023	-0.270	-0.088	0.348	0.235	1.000	0.763	0.073	0.030	-0.292	-0.012	-0.146	0.119
label	0.035	0.015	0.381	0.055	0.131	0.106	0.053	0.530	0.074	0.000	0.085	0.775	0.261	0.763	1.000	0.076	0.027	0.046	0.048	0.061	0.158
same_srv_rate	0.307	0.000	0.119	0.015	0.222	0.040	0.000	0.201	0.026	0.000	0.095	0.288	0.221	0.073	0.076	1.000	0.161	0.000	0.048	0.112	0.094
serror_rate	0.045	0.000	0.022	0.021	0.024	0.067	0.087	0.062	0.076	0.000	0.023	0.091	0.166	0.030	0.027	0.161	1.000	0.000	0.035	0.191	0.133
source_bytes	0.117	0.692	-0.205	-0.387	0.365	-0.160	-0.105	0.375	-0.197	0.607	0.243	-0.076	0.014	-0.292	0.046	0.000	0.000	1.000	-0.036	-0.206	-0.338
source_ip_address	-0.063	-0.009	0.054	0.003	-0.078	-0.055	-0.093	-0.076	-0.081	-0.009	-0.002	0.020	0.059	-0.012	0.048	0.048	0.035	-0.036	1.000	-0.016	0.038
source_port_number	0.300	0.259	-0.170	0.730	0.411	0.193	0.125	0.354	0.135	-0.022	-0.071	-0.769	0.275	-0.146	0.061	0.112	0.191	-0.206	-0.016	1.000	0.267
srv_serror_rate	-0.055	-0.214	0.074	0.301	-0.162	-0.023	0.020	-0.240	0.006	-0.131	0.091	-0.040	0.196	0.119	0.158	0.094	0.133	-0.338	0.038	0.267	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	duration	source_bytes	destination_bytes	label	source_ip_address	source_port_number	destination_ip_address	destination_port_number	freq_service	freq_flag	freq_ashula	freq_protocol
0	86364.573924	240680	0	1	3232245768	32770	3232246491	8649	37331	12040	37348	5683
1	0.000000	0	0	1	3232244597	1050	3232253142	1434	37331	12040	2941	5683
2	0.003340	48	48	1	3232251072	123	3232241008	123	37331	3342	37348	5683
3	0.000000	0	0	1	3232239423	138	3232235564	138	37331	12040	37348	5683
4	0.311797	0	0	1	3232245570	11810	3232242487	139	37331	5643	37348	19107
5	1.667120	404	144	1	3232245570	11816	3232242487	139	37331	5643	37348	19107
6	1.655007	393	221	1	3232245570	11842	3232242487	139	37331	5643	37348	19107
7	2.974089	0	0	1	3232245570	11901	3232235629	139	37331	12040	37348	19107
8	0.000000	0	0	1	3232265281	3931	3232243897	1434	37331	12040	2941	5683
9	0.000000	0	0	1	3232257161	1119	3232236541	1434	37331	12040	2941	5683

	duration	count	same_srv_rate	srv_serror_rate	dst_host_count	dst_host_srv_count	dst_host_same_src_port_rate	label	source_ip_address	source_port_number	destination_ip_address	destination_port_number	freq_service	freq_flag	freq_ashula	freq_protocol
40465	0.003758	1	1.0	0.00	87	87	0.01	1	3232241425	39717	3232241530	1433	37331	2040	37348	19107
40466	0.001657	2	1.0	0.00	87	87	0.02	1	3232241425	39717	3232241530	1433	37331	2040	37348	19107
40467	0.005524	3	1.0	0.00	87	87	0.00	1	3232241425	40035	3232241530	1433	37331	2040	37348	19107
40468	0.000000	0	0.0	0.00	0	0	0.00	1	3232239451	8	3232238565	0	37331	16682	37348	15847
40469	0.000783	3	1.0	0.00	88	88	0.01	1	3232241425	40035	3232241530	1433	37331	2040	37348	19107
40470	0.002023	3	1.0	0.00	88	88	0.00	1	3232241425	40351	3232241530	1433	37331	2040	37348	19107
40471	0.004144	4	1.0	0.00	88	88	0.02	1	3232241425	40035	3232241530	1433	37331	2040	37348	19107
40472	0.002647	3	1.0	0.00	88	88	0.01	1	3232241425	40351	3232241530	1433	37331	2040	37348	19107
40474	0.003145	3	1.0	0.25	88	88	0.00	1	3232241425	40569	3232241530	1433	37331	2040	37348	19107
40475	0.006645	4	1.0	0.20	88	88	0.02	1	3232241425	40351	3232241530	1433	37331	2040	37348	19107

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample